How do you perform cross-validation in a deep neural network? I know that to perform cross validation to will train it on all folds except one and test it on the excluded fold. Then do this for k f...

I am pretty new to neural networks. I am training a network in tensorflow, but the number of positive examples is much much less than negative examples in my dataset (it is a medical dataset). So,...

I want to create a L2 loss function that ignores values (=> pixels) where the label has the value 0. The tensor batch[1] contains the labels while output is a tensor for the net output, both have a...

Currently i think i'm experiencing a systematic offset in a LSTM model, between the predictions and the ground truth values. What's the best approach to continue further from now on? The model arc...

I'm using Keras (with TensorFlow back-end) to implement a neural network and want to only save the model that minimises loss on the validation set during training. To do this, I instantiated a Mode...

I want to use a GPU inside a Visual Studio Code docker container to train model with TensorFlow. To build an image for my container I use next Dockerfile: FROM mcr.microsoft.com/vscode/devcontainer...

Google has made the TENSORFLOW open source for developers.. Is there any way out for using this on android? The link is here TensorFlow. I would love to have some directions to work on this API....

System information OS Platform and Distribution (e.g., Linux Ubuntu 18.04) Ubuntu 20.04 Python version: 3.6 Installed using virtualenv CUDA/cuDNN version: 11.5 / 8.1.0.77 GPU model and memory: RTX...

At first it was working fine, then I tried to tweak a few parameters in creating the model, after that, print(model.history.history) gives me an empty dictionary. here is my entire code if it h...

I am now running a Python program using Pytorch. I use my own dataset, not torch.data.dataset. I download data from a pickle file extracted from feature extraction. But the following errors appear:...

I have this code on google colab which allows me to optimise an LSTM model using gridsearchCV, but recently an error message has appeared: ModuleNotFoundError: No module named 'keras.wrappers'. is ...

I am currently trying to build a recommender system for a project using NVIDIA Merlin with Python. As of now I have been trying to install the packages and import them into a python file on my Macb...

I have run some very basic steps (tensorflow-gpu is currently at 2.12.1): conda create --name py311_tf212 python=3.11 numpy numba scipy spyder pandas conda activate py311_tf212 time conda install -...

I'm following a tutorial on Youtube for image classification with machine learning. I keep getting the error as shown in the title from trying to save a deep learning module with tensorflow. I'm us...

I'm trying to use Tensorflow with my GPU. My system is Fedora Linux 38, NVIDIA drivers 535.113.01 (currently latest) working as expected on my system. I created a Python environment with Python 3.9...

I am following Tensorflow's tutorial on building a simple neural network, and after importing the necessary libraries (tensorflow, keras, numpy & matplotlib) and datasets (fashion_mnist) I ran ...

when i import TensorFlow GPU I get this error AttributeError: partially initialized module 'charset_normalizer' has no attribute 'md__mypyc' (most likely due to a circular import) after i type imp...

I am trying to install transformers using pip pip install transformers after import transformers this error show Neither PyTorch nor TensorFlow >= 2.0 have been found.Models won't be available ...

After upgrading to tensorflow 2.9 I got the following Erro message when calling model.fit() with tf 2.8 there were no error. The fit runs anways but its worrying. 2022-06-21 12:42:58.930086: W tens...

Theres not that much information given in the TensorFlow documentation: https://www.tensorflow.org/api_docs/python/tf/train/Example https://www.tensorflow.org/api_docs/python/tf/train/SequenceExamp...

I am trying to use huber loss in a keras model (writing DQN), but I am getting bad result, I think I am something doing wrong. My is code is below. model = Sequential() model.add(Dense(output_dim=...

So the output of my network is a list of propabilities, which I then round using tf.round() to be either 0 or 1, this is crucial for this project. I then found out that tf.round isn't differentiab...

Below the code import numpy as np np.random.seed(0) from sklearn import datasets import matplotlib.pyplot as plt %matplotlib inline %config InlineBackend.figure_format ='retina' from keras.models ...

I am creating a chatbot trained on Cornell Movie Dialogs Corpus using NMT. I am basing my code in part from https://github.com/bshao001/ChatLearner and https://github.com/chiphuyen/stanford-tensor...

I am trying to install the latest Tensorflow models 2.13.1 (pip install tf-models-official==2.13.1), with Python 3.11. There seems to be an issue with Cython and PyYAML not playing nice together si...